کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4978339 1452265 2016 14 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Applications of Bayesian belief networks in water resource management: A systematic review
ترجمه فارسی عنوان
برنامه های شبکه های اعتقادی بیزی در مدیریت منابع آب: یک بررسی سیستماتیک
کلمات کلیدی
شبکه های اعتقادی بیزی، تغییر آب و هوا، سیستم پیچیده پویا چارچوب مدل سازی مجتمع، توزیع جغرافیایی فضایی،
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نرم افزار
چکیده انگلیسی
Bayesian belief networks (BBNs) are probabilistic graphical models that can capture and integrate both quantitative and qualitative data, thus accommodating data-limited conditions. This paper systematically reviews applications of BBNs with respect to spatial factors, water domains, and the consideration of climate change impacts. The methods used for constructing and validating BBN models, and their applications in different forms of decision-making support are examined. Most reviewed publications originate from developed countries (70%), in temperate climate zones (42%), and focus mainly on water quality (42%). In 60% of the reviewed applications model validation was based on the expert or stakeholder evaluation and sensitivity analysis, and whilst in 27% model performance was not discussed. Most reviewed articles applied BBNs in strategic decision-making contexts (52%). Integrated modelling tools for addressing challenges of dynamically complex systems were also reviewed by analysing the strengths and weaknesses of BBNs, and integration of BBNs with other modelling tools.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Environmental Modelling & Software - Volume 85, November 2016, Pages 98-111
نویسندگان
, , , , ,